• DocumentCode
    41846
  • Title

    An Efficient and Experimentally Tuned Software-Based Hardening Strategy for Matrix Multiplication on GPUs

  • Author

    Rech, P. ; Aguiar, C. ; Frost, Christopher ; Carro, Luigi

  • Author_Institution
    Inst. de Inf., Fed. Univ. of Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
  • Volume
    60
  • Issue
    4
  • fYear
    2013
  • fDate
    Aug. 2013
  • Firstpage
    2797
  • Lastpage
    2804
  • Abstract
    Neutron radiation experiment results on matrix multiplication on graphic processing units (GPUs) show that multiple errors are detected at the output in more than 50% of the cases. In the presence of multiple errors, the available hardening strategies may become ineffective or inefficient. Analyzing radiation-induced error distributions, we developed an optimized and experimentally tuned software-based hardening strategy for GPUs. With fault-injection simulations, we compare the performance and correcting capabilities of the proposed technique with the available ones.
  • Keywords
    graphics processing units; matrix algebra; neutron effects; radiation hardening (electronics); GPU; fault-injection simulations; graphic processing units; matrix multiplication; multiple errors; neutron radiation; radiation-induced error distributions; software-based hardening strategy; Algorithm design and analysis; Error analysis; Graphics processing units; Instruction sets; Neutrons; Radiation hardening (electronics); Vectors; Graphic processing unit (GPU); matrix multiplication; neutron radiation testing; software-based hardening;
  • fLanguage
    English
  • Journal_Title
    Nuclear Science, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9499
  • Type

    jour

  • DOI
    10.1109/TNS.2013.2252625
  • Filename
    6510503